Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 5399 |
| Missing cells | 361 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.8 MiB |
| Average record size in memory | 542.4 B |
Variable types
| Numeric | 16 |
|---|---|
| Boolean | 7 |
potential_issue has constant value "False" | Constant |
oe_constraint has constant value "False" | Constant |
national_inv is highly correlated with sales_9_month | High correlation |
in_transit_qty is highly correlated with forecast_3_month and 7 other fields | High correlation |
forecast_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
forecast_6_month is highly correlated with in_transit_qty and 8 other fields | High correlation |
forecast_9_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_1_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_3_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_6_month is highly correlated with in_transit_qty and 7 other fields | High correlation |
sales_9_month is highly correlated with national_inv and 8 other fields | High correlation |
min_bank is highly correlated with in_transit_qty and 7 other fields | High correlation |
perf_6_month_avg is highly correlated with perf_12_month_avg | High correlation |
perf_12_month_avg is highly correlated with perf_6_month_avg | High correlation |
pieces_past_due is highly correlated with forecast_6_month and 1 other fields | High correlation |
local_bo_qty is highly correlated with pieces_past_due | High correlation |
stop_auto_buy is highly correlated with lead_time | High correlation |
went_on_backorder is highly correlated with potential_issue and 1 other fields | High correlation |
deck_risk is highly correlated with lead_time | High correlation |
ppap_risk is highly correlated with potential_issue and 1 other fields | High correlation |
potential_issue is highly correlated with stop_auto_buy and 5 other fields | High correlation |
oe_constraint is highly correlated with stop_auto_buy and 5 other fields | High correlation |
rev_stop is highly correlated with potential_issue and 1 other fields | High correlation |
lead_time is highly correlated with deck_risk and 1 other fields | High correlation |
lead_time has 361 (6.7%) missing values | Missing |
national_inv is highly skewed (γ1 = 31.33974204) | Skewed |
in_transit_qty is highly skewed (γ1 = 52.37164737) | Skewed |
forecast_6_month is highly skewed (γ1 = 22.1929959) | Skewed |
forecast_9_month is highly skewed (γ1 = 23.76410595) | Skewed |
sales_1_month is highly skewed (γ1 = 20.43889742) | Skewed |
sales_3_month is highly skewed (γ1 = 20.29849041) | Skewed |
sales_6_month is highly skewed (γ1 = 22.33594794) | Skewed |
sales_9_month is highly skewed (γ1 = 21.00267975) | Skewed |
min_bank is highly skewed (γ1 = 27.18121113) | Skewed |
pieces_past_due is highly skewed (γ1 = 40.59990285) | Skewed |
local_bo_qty is highly skewed (γ1 = 59.13402525) | Skewed |
sku has unique values | Unique |
national_inv has 375 (6.9%) zeros | Zeros |
in_transit_qty has 4409 (81.7%) zeros | Zeros |
forecast_3_month has 3861 (71.5%) zeros | Zeros |
forecast_6_month has 3548 (65.7%) zeros | Zeros |
forecast_9_month has 3382 (62.6%) zeros | Zeros |
sales_1_month has 3140 (58.2%) zeros | Zeros |
sales_3_month has 2521 (46.7%) zeros | Zeros |
sales_6_month has 2192 (40.6%) zeros | Zeros |
sales_9_month has 1987 (36.8%) zeros | Zeros |
min_bank has 2880 (53.3%) zeros | Zeros |
pieces_past_due has 5340 (98.9%) zeros | Zeros |
perf_6_month_avg has 128 (2.4%) zeros | Zeros |
perf_12_month_avg has 87 (1.6%) zeros | Zeros |
local_bo_qty has 5323 (98.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-30 07:41:50.654791 |
|---|---|
| Analysis finished | 2022-09-30 07:42:33.094227 |
| Duration | 42.44 seconds |
| Software version | pandas-profiling v3.3.1 |
| Download configuration | config.json |
| Distinct | 5399 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1114130.429 |
| Minimum | 1026827 |
|---|---|
| Maximum | 1237426 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 1026827 |
|---|---|
| 5-th percentile | 1111788.9 |
| Q1 | 1112868.5 |
| median | 1114218 |
| Q3 | 1115567.5 |
| 95-th percentile | 1116647.1 |
| Maximum | 1237426 |
| Range | 210599 |
| Interquartile range (IQR) | 2699 |
Descriptive statistics
| Standard deviation | 8962.790253 |
|---|---|
| Coefficient of variation (CV) | 0.008044650806 |
| Kurtosis | 86.27023799 |
| Mean | 1114130.429 |
| Median Absolute Deviation (MAD) | 1350 |
| Skewness | 3.017674098 |
| Sum | 6015190186 |
| Variance | 80331609.12 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1026827 | 1 | < 0.1% |
| 1115077 | 1 | < 0.1% |
| 1115085 | 1 | < 0.1% |
| 1115084 | 1 | < 0.1% |
| 1115083 | 1 | < 0.1% |
| 1115082 | 1 | < 0.1% |
| 1115081 | 1 | < 0.1% |
| 1115080 | 1 | < 0.1% |
| 1115079 | 1 | < 0.1% |
| 1115078 | 1 | < 0.1% |
| Other values (5389) | 5389 |
| Value | Count | Frequency (%) |
| 1026827 | 1 | |
| 1043384 | 1 | |
| 1043696 | 1 | |
| 1043852 | 1 | |
| 1044048 | 1 | |
| 1044198 | 1 | |
| 1044643 | 1 | |
| 1045098 | 1 | |
| 1045815 | 1 | |
| 1045867 | 1 |
| Value | Count | Frequency (%) |
| 1237426 | 1 | |
| 1236537 | 1 | |
| 1235137 | 1 | |
| 1226726 | 1 | |
| 1225137 | 1 | |
| 1221415 | 1 | |
| 1220808 | 1 | |
| 1219165 | 1 | |
| 1218575 | 1 | |
| 1218378 | 1 |
| Distinct | 776 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 311.4076681 |
| Minimum | -1186 |
|---|---|
| Maximum | 129280 |
| Zeros | 375 |
| Zeros (%) | 6.9% |
| Negative | 21 |
| Negative (%) | 0.4% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | -1186 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 14 |
| Q3 | 72 |
| 95-th percentile | 893.4 |
| Maximum | 129280 |
| Range | 130466 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 2487.163691 |
|---|---|
| Coefficient of variation (CV) | 7.986841514 |
| Kurtosis | 1415.158317 |
| Mean | 311.4076681 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 31.33974204 |
| Sum | 1681290 |
| Variance | 6185983.226 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 375 | 6.9% |
| 2 | 332 | 6.1% |
| 3 | 286 | 5.3% |
| 5 | 213 | 3.9% |
| 4 | 205 | 3.8% |
| 1 | 182 | 3.4% |
| 10 | 157 | 2.9% |
| 8 | 142 | 2.6% |
| 6 | 135 | 2.5% |
| 9 | 131 | 2.4% |
| Other values (766) | 3241 |
| Value | Count | Frequency (%) |
| -1186 | 1 | |
| -499 | 1 | |
| -94 | 1 | |
| -58 | 1 | |
| -55 | 1 | |
| -54 | 1 | |
| -48 | 1 | |
| -35 | 1 | |
| -34 | 1 | |
| -29 | 1 |
| Value | Count | Frequency (%) |
| 129280 | 1 | |
| 44286 | 1 | |
| 41673 | 1 | |
| 40320 | 1 | |
| 37657 | 1 | |
| 35612 | 1 | |
| 35496 | 1 | |
| 27171 | 1 | |
| 23452 | 1 | |
| 19906 | 1 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 361 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.844382692 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 25 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 8 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 6.896811635 |
|---|---|
| Coefficient of variation (CV) | 0.8792038719 |
| Kurtosis | 27.38105868 |
| Mean | 7.844382692 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.632144674 |
| Sum | 39520 |
| Variance | 47.56601073 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 8 | 2224 | |
| 2 | 1041 | |
| 12 | 608 | 11.3% |
| 4 | 415 | 7.7% |
| 9 | 384 | 7.1% |
| 52 | 90 | 1.7% |
| 3 | 59 | 1.1% |
| 10 | 56 | 1.0% |
| 14 | 35 | 0.6% |
| 16 | 25 | 0.5% |
| Other values (14) | 101 | 1.9% |
| (Missing) | 361 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 25 | 0.5% |
| 2 | 1041 | |
| 3 | 59 | 1.1% |
| 4 | 415 | 7.7% |
| 5 | 13 | 0.2% |
| 6 | 18 | 0.3% |
| 7 | 1 | < 0.1% |
| 8 | 2224 | |
| 9 | 384 | 7.1% |
| 10 | 56 | 1.0% |
| Value | Count | Frequency (%) |
| 52 | 90 | |
| 40 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 26 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 20 | 3 | 0.1% |
| 17 | 10 | 0.2% |
| 16 | 25 | 0.5% |
| 15 | 8 | 0.1% |
| Distinct | 238 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.01741063 |
| Minimum | 0 |
|---|---|
| Maximum | 27430 |
| Zeros | 4409 |
| Zeros (%) | 81.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 51 |
| Maximum | 27430 |
| Range | 27430 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 422.2830546 |
|---|---|
| Coefficient of variation (CV) | 15.07216567 |
| Kurtosis | 3302.60745 |
| Mean | 28.01741063 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 52.37164737 |
| Sum | 151266 |
| Variance | 178322.9782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4409 | |
| 1 | 121 | 2.2% |
| 2 | 68 | 1.3% |
| 3 | 57 | 1.1% |
| 4 | 45 | 0.8% |
| 5 | 38 | 0.7% |
| 6 | 38 | 0.7% |
| 10 | 28 | 0.5% |
| 12 | 22 | 0.4% |
| 8 | 21 | 0.4% |
| Other values (228) | 552 | 10.2% |
| Value | Count | Frequency (%) |
| 0 | 4409 | |
| 1 | 121 | 2.2% |
| 2 | 68 | 1.3% |
| 3 | 57 | 1.1% |
| 4 | 45 | 0.8% |
| 5 | 38 | 0.7% |
| 6 | 38 | 0.7% |
| 7 | 21 | 0.4% |
| 8 | 21 | 0.4% |
| 9 | 20 | 0.4% |
| Value | Count | Frequency (%) |
| 27430 | 1 | |
| 6000 | 1 | |
| 5136 | 1 | |
| 3840 | 1 | |
| 3500 | 1 | |
| 3417 | 1 | |
| 3000 | 2 | |
| 2920 | 1 | |
| 2730 | 1 | |
| 2652 | 1 |
| Distinct | 383 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.21892943 |
| Minimum | 0 |
|---|---|
| Maximum | 20000 |
| Zeros | 3861 |
| Zeros (%) | 71.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 240.5 |
| Maximum | 20000 |
| Range | 20000 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 732.1334813 |
|---|---|
| Coefficient of variation (CV) | 7.93908025 |
| Kurtosis | 376.4008846 |
| Mean | 92.21892943 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.33825262 |
| Sum | 497890 |
| Variance | 536019.4345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3861 | |
| 2 | 101 | 1.9% |
| 1 | 88 | 1.6% |
| 5 | 66 | 1.2% |
| 10 | 59 | 1.1% |
| 4 | 59 | 1.1% |
| 3 | 50 | 0.9% |
| 6 | 44 | 0.8% |
| 20 | 30 | 0.6% |
| 8 | 29 | 0.5% |
| Other values (373) | 1012 | 18.7% |
| Value | Count | Frequency (%) |
| 0 | 3861 | |
| 1 | 88 | 1.6% |
| 2 | 101 | 1.9% |
| 3 | 50 | 0.9% |
| 4 | 59 | 1.1% |
| 5 | 66 | 1.2% |
| 6 | 44 | 0.8% |
| 7 | 24 | 0.4% |
| 8 | 29 | 0.5% |
| 9 | 12 | 0.2% |
| Value | Count | Frequency (%) |
| 20000 | 1 | |
| 19800 | 1 | |
| 18660 | 1 | |
| 15000 | 1 | |
| 14400 | 1 | |
| 11328 | 1 | |
| 10800 | 1 | |
| 9532 | 1 | |
| 9480 | 1 | |
| 8692 | 1 |
| Distinct | 498 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 186.8697907 |
| Minimum | 0 |
|---|---|
| Maximum | 65484 |
| Zeros | 3548 |
| Zeros (%) | 65.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 8 |
| 95-th percentile | 500 |
| Maximum | 65484 |
| Range | 65484 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 1564.630997 |
|---|---|
| Coefficient of variation (CV) | 8.372840743 |
| Kurtosis | 700.8567086 |
| Mean | 186.8697907 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.1929959 |
| Sum | 1008910 |
| Variance | 2448070.157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3548 | |
| 1 | 92 | 1.7% |
| 2 | 92 | 1.7% |
| 4 | 71 | 1.3% |
| 5 | 60 | 1.1% |
| 10 | 59 | 1.1% |
| 3 | 58 | 1.1% |
| 8 | 49 | 0.9% |
| 6 | 43 | 0.8% |
| 7 | 42 | 0.8% |
| Other values (488) | 1285 | 23.8% |
| Value | Count | Frequency (%) |
| 0 | 3548 | |
| 1 | 92 | 1.7% |
| 2 | 92 | 1.7% |
| 3 | 58 | 1.1% |
| 4 | 71 | 1.3% |
| 5 | 60 | 1.1% |
| 6 | 43 | 0.8% |
| 7 | 42 | 0.8% |
| 8 | 49 | 0.9% |
| 9 | 13 | 0.2% |
| Value | Count | Frequency (%) |
| 65484 | 1 | |
| 33480 | 1 | |
| 30000 | 2 | |
| 27000 | 1 | |
| 26000 | 1 | |
| 21216 | 1 | |
| 19158 | 1 | |
| 17604 | 1 | |
| 16292 | 1 | |
| 15660 | 1 |
| Distinct | 577 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 276.241341 |
| Minimum | 0 |
|---|---|
| Maximum | 102252 |
| Zeros | 3382 |
| Zeros (%) | 62.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 740.5 |
| Maximum | 102252 |
| Range | 102252 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 2295.900244 |
|---|---|
| Coefficient of variation (CV) | 8.311211624 |
| Kurtosis | 833.115744 |
| Mean | 276.241341 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.76410595 |
| Sum | 1491427 |
| Variance | 5271157.932 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3382 | |
| 2 | 98 | 1.8% |
| 1 | 92 | 1.7% |
| 4 | 68 | 1.3% |
| 3 | 61 | 1.1% |
| 10 | 58 | 1.1% |
| 5 | 56 | 1.0% |
| 6 | 48 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 41 | 0.8% |
| Other values (567) | 1451 |
| Value | Count | Frequency (%) |
| 0 | 3382 | |
| 1 | 92 | 1.7% |
| 2 | 98 | 1.8% |
| 3 | 61 | 1.1% |
| 4 | 68 | 1.3% |
| 5 | 56 | 1.0% |
| 6 | 48 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 41 | 0.8% |
| 9 | 25 | 0.5% |
| Value | Count | Frequency (%) |
| 102252 | 1 | |
| 47880 | 1 | |
| 43200 | 1 | |
| 40000 | 1 | |
| 38000 | 1 | |
| 30144 | 1 | |
| 27564 | 1 | |
| 27000 | 1 | |
| 26964 | 1 | |
| 24042 | 1 |
| Distinct | 292 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.62900537 |
| Minimum | 0 |
|---|---|
| Maximum | 9608 |
| Zeros | 3140 |
| Zeros (%) | 58.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 86 |
| Maximum | 9608 |
| Range | 9608 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 239.5093818 |
|---|---|
| Coefficient of variation (CV) | 7.572460119 |
| Kurtosis | 604.3847259 |
| Mean | 31.62900537 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.43889742 |
| Sum | 170765 |
| Variance | 57364.74396 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3140 | |
| 1 | 486 | 9.0% |
| 2 | 257 | 4.8% |
| 3 | 149 | 2.8% |
| 4 | 120 | 2.2% |
| 5 | 82 | 1.5% |
| 7 | 78 | 1.4% |
| 6 | 67 | 1.2% |
| 8 | 57 | 1.1% |
| 10 | 44 | 0.8% |
| Other values (282) | 919 | 17.0% |
| Value | Count | Frequency (%) |
| 0 | 3140 | |
| 1 | 486 | 9.0% |
| 2 | 257 | 4.8% |
| 3 | 149 | 2.8% |
| 4 | 120 | 2.2% |
| 5 | 82 | 1.5% |
| 6 | 67 | 1.2% |
| 7 | 78 | 1.4% |
| 8 | 57 | 1.1% |
| 9 | 34 | 0.6% |
| Value | Count | Frequency (%) |
| 9608 | 1 | |
| 5047 | 1 | |
| 4568 | 1 | |
| 4372 | 1 | |
| 4070 | 1 | |
| 3772 | 1 | |
| 3200 | 1 | |
| 3041 | 1 | |
| 2744 | 1 | |
| 2630 | 1 |
| Distinct | 470 |
|---|---|
| Distinct (%) | 8.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98.50879793 |
| Minimum | 0 |
|---|---|
| Maximum | 29327 |
| Zeros | 2521 |
| Zeros (%) | 46.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 12 |
| 95-th percentile | 283.3 |
| Maximum | 29327 |
| Range | 29327 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 753.3293783 |
|---|---|
| Coefficient of variation (CV) | 7.64733094 |
| Kurtosis | 576.9960854 |
| Mean | 98.50879793 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 20.29849041 |
| Sum | 531849 |
| Variance | 567505.1522 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2521 | |
| 1 | 427 | 7.9% |
| 2 | 291 | 5.4% |
| 3 | 169 | 3.1% |
| 4 | 149 | 2.8% |
| 5 | 109 | 2.0% |
| 6 | 90 | 1.7% |
| 7 | 76 | 1.4% |
| 8 | 60 | 1.1% |
| 10 | 57 | 1.1% |
| Other values (460) | 1450 |
| Value | Count | Frequency (%) |
| 0 | 2521 | |
| 1 | 427 | 7.9% |
| 2 | 291 | 5.4% |
| 3 | 169 | 3.1% |
| 4 | 149 | 2.8% |
| 5 | 109 | 2.0% |
| 6 | 90 | 1.7% |
| 7 | 76 | 1.4% |
| 8 | 60 | 1.1% |
| 9 | 48 | 0.9% |
| Value | Count | Frequency (%) |
| 29327 | 1 | |
| 16625 | 1 | |
| 15180 | 1 | |
| 14960 | 1 | |
| 12921 | 1 | |
| 12576 | 1 | |
| 12494 | 1 | |
| 8364 | 1 | |
| 8244 | 1 | |
| 7423 | 1 |
| Distinct | 612 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 197.5065753 |
| Minimum | 0 |
|---|---|
| Maximum | 65994 |
| Zeros | 2192 |
| Zeros (%) | 40.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 24 |
| 95-th percentile | 548.4 |
| Maximum | 65994 |
| Range | 65994 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 1565.089201 |
|---|---|
| Coefficient of variation (CV) | 7.924238467 |
| Kurtosis | 717.2056926 |
| Mean | 197.5065753 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 22.33594794 |
| Sum | 1066338 |
| Variance | 2449504.208 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 395 | 7.3% |
| 2 | 248 | 4.6% |
| 3 | 162 | 3.0% |
| 4 | 149 | 2.8% |
| 5 | 115 | 2.1% |
| 6 | 94 | 1.7% |
| 7 | 76 | 1.4% |
| 9 | 66 | 1.2% |
| 8 | 64 | 1.2% |
| Other values (602) | 1838 |
| Value | Count | Frequency (%) |
| 0 | 2192 | |
| 1 | 395 | 7.3% |
| 2 | 248 | 4.6% |
| 3 | 162 | 3.0% |
| 4 | 149 | 2.8% |
| 5 | 115 | 2.1% |
| 6 | 94 | 1.7% |
| 7 | 76 | 1.4% |
| 8 | 64 | 1.2% |
| 9 | 66 | 1.2% |
| Value | Count | Frequency (%) |
| 65994 | 1 | |
| 36510 | 1 | |
| 29785 | 1 | |
| 26620 | 1 | |
| 24591 | 1 | |
| 24517 | 1 | |
| 23756 | 1 | |
| 18725 | 1 | |
| 16571 | 1 | |
| 15972 | 1 |
| Distinct | 723 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 308.6140026 |
| Minimum | 0 |
|---|---|
| Maximum | 98664 |
| Zeros | 1987 |
| Zeros (%) | 36.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 38 |
| 95-th percentile | 833.2 |
| Maximum | 98664 |
| Range | 98664 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 2457.414503 |
|---|---|
| Coefficient of variation (CV) | 7.962744666 |
| Kurtosis | 621.3112777 |
| Mean | 308.6140026 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 21.00267975 |
| Sum | 1666207 |
| Variance | 6038886.04 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1987 | |
| 1 | 381 | 7.1% |
| 2 | 240 | 4.4% |
| 4 | 155 | 2.9% |
| 3 | 147 | 2.7% |
| 5 | 114 | 2.1% |
| 6 | 95 | 1.8% |
| 7 | 79 | 1.5% |
| 8 | 69 | 1.3% |
| 9 | 58 | 1.1% |
| Other values (713) | 2074 |
| Value | Count | Frequency (%) |
| 0 | 1987 | |
| 1 | 381 | 7.1% |
| 2 | 240 | 4.4% |
| 3 | 147 | 2.7% |
| 4 | 155 | 2.9% |
| 5 | 114 | 2.1% |
| 6 | 95 | 1.8% |
| 7 | 79 | 1.5% |
| 8 | 69 | 1.3% |
| 9 | 58 | 1.1% |
| Value | Count | Frequency (%) |
| 98664 | 1 | |
| 54616 | 1 | |
| 47136 | 1 | |
| 44727 | 1 | |
| 42341 | 1 | |
| 40240 | 1 | |
| 38432 | 1 | |
| 30166 | 1 | |
| 27380 | 1 | |
| 25321 | 1 |
| Distinct | 311 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.81718837 |
| Minimum | 0 |
|---|---|
| Maximum | 12283 |
| Zeros | 2880 |
| Zeros (%) | 53.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 105 |
| Maximum | 12283 |
| Range | 12283 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 263.0925763 |
|---|---|
| Coefficient of variation (CV) | 8.016913982 |
| Kurtosis | 1042.257159 |
| Mean | 32.81718837 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 27.18121113 |
| Sum | 177180 |
| Variance | 69217.7037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2880 | |
| 1 | 826 | 15.3% |
| 2 | 356 | 6.6% |
| 3 | 115 | 2.1% |
| 4 | 79 | 1.5% |
| 5 | 51 | 0.9% |
| 6 | 43 | 0.8% |
| 7 | 28 | 0.5% |
| 19 | 26 | 0.5% |
| 10 | 21 | 0.4% |
| Other values (301) | 974 | 18.0% |
| Value | Count | Frequency (%) |
| 0 | 2880 | |
| 1 | 826 | 15.3% |
| 2 | 356 | 6.6% |
| 3 | 115 | 2.1% |
| 4 | 79 | 1.5% |
| 5 | 51 | 0.9% |
| 6 | 43 | 0.8% |
| 7 | 28 | 0.5% |
| 8 | 15 | 0.3% |
| 9 | 15 | 0.3% |
| Value | Count | Frequency (%) |
| 12283 | 1 | |
| 7458 | 1 | |
| 5006 | 1 | |
| 3862 | 1 | |
| 3808 | 1 | |
| 3089 | 1 | |
| 2950 | 1 | |
| 2804 | 1 | |
| 2455 | 1 | |
| 2204 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 5399 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7464345249 |
| Minimum | 0 |
|---|---|
| Maximum | 1134 |
| Zeros | 5340 |
| Zeros (%) | 98.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1134 |
| Range | 1134 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 20.74293457 |
|---|---|
| Coefficient of variation (CV) | 27.78935577 |
| Kurtosis | 1911.300861 |
| Mean | 0.7464345249 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 40.59990285 |
| Sum | 4030 |
| Variance | 430.2693347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 0 | 5340 | |
| 1 | 12 | 0.2% |
| 2 | 6 | 0.1% |
| 4 | 5 | 0.1% |
| 5 | 5 | 0.1% |
| 3 | 5 | 0.1% |
| 10 | 4 | 0.1% |
| 6 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 1134 | 1 | < 0.1% |
| Other values (18) | 18 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 5340 | |
| 1 | 12 | 0.2% |
| 2 | 6 | 0.1% |
| 3 | 5 | 0.1% |
| 4 | 5 | 0.1% |
| 5 | 5 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1134 | 1 | |
| 600 | 1 | |
| 540 | 1 | |
| 430 | 1 | |
| 336 | 1 | |
| 150 | 1 | |
| 144 | 1 | |
| 133 | 1 | |
| 120 | 1 | |
| 80 | 1 |
| Distinct | 98 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.861296536 |
| Minimum | -99 |
|---|---|
| Maximum | 1 |
| Zeros | 128 |
| Zeros (%) | 2.4% |
| Negative | 468 |
| Negative (%) | 8.7% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | -99 |
|---|---|
| 5-th percentile | -99 |
| Q1 | 0.63 |
| median | 0.82 |
| Q3 | 0.97 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 100 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 28.08100973 |
|---|---|
| Coefficient of variation (CV) | -3.572058324 |
| Kurtosis | 6.637265205 |
| Mean | -7.861296536 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -2.938364431 |
| Sum | -42443.14 |
| Variance | 788.5431074 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 510 | 9.4% |
| -99 | 468 | 8.7% |
| 0.99 | 454 | 8.4% |
| 0.77 | 317 | 5.9% |
| 0.82 | 288 | 5.3% |
| 0.98 | 253 | 4.7% |
| 0.96 | 175 | 3.2% |
| 0.69 | 162 | 3.0% |
| 0.97 | 157 | 2.9% |
| 0.89 | 134 | 2.5% |
| Other values (88) | 2481 |
| Value | Count | Frequency (%) |
| -99 | 468 | |
| 0 | 128 | 2.4% |
| 0.02 | 4 | 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 5 | 0.1% |
| 0.06 | 6 | 0.1% |
| 0.07 | 10 | 0.2% |
| 0.08 | 9 | 0.2% |
| 0.09 | 15 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 510 | |
| 0.99 | 454 | |
| 0.98 | 253 | |
| 0.97 | 157 | 2.9% |
| 0.96 | 175 | 3.2% |
| 0.95 | 99 | 1.8% |
| 0.94 | 101 | 1.9% |
| 0.93 | 122 | 2.3% |
| 0.92 | 72 | 1.3% |
| 0.91 | 104 | 1.9% |
| Distinct | 101 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.478770143 |
| Minimum | -99 |
|---|---|
| Maximum | 1 |
| Zeros | 87 |
| Zeros (%) | 1.6% |
| Negative | 447 |
| Negative (%) | 8.3% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | -99 |
|---|---|
| 5-th percentile | -99 |
| Q1 | 0.65 |
| median | 0.81 |
| Q3 | 0.95 |
| 95-th percentile | 0.99 |
| Maximum | 1 |
| Range | 100 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 27.50041029 |
|---|---|
| Coefficient of variation (CV) | -3.677130032 |
| Kurtosis | 7.175074444 |
| Mean | -7.478770143 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | -3.028464027 |
| Sum | -40377.88 |
| Variance | 756.2725663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -99 | 447 | 8.3% |
| 0.99 | 434 | 8.0% |
| 0.8 | 338 | 6.3% |
| 0.98 | 281 | 5.2% |
| 0.97 | 212 | 3.9% |
| 0.79 | 202 | 3.7% |
| 0.68 | 194 | 3.6% |
| 0.95 | 179 | 3.3% |
| 0.96 | 155 | 2.9% |
| 1 | 148 | 2.7% |
| Other values (91) | 2809 |
| Value | Count | Frequency (%) |
| -99 | 447 | |
| 0 | 87 | 1.6% |
| 0.01 | 3 | 0.1% |
| 0.02 | 8 | 0.1% |
| 0.03 | 3 | 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 7 | 0.1% |
| 0.06 | 13 | 0.2% |
| 0.07 | 4 | 0.1% |
| 0.08 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 148 | 2.7% |
| 0.99 | 434 | |
| 0.98 | 281 | |
| 0.97 | 212 | |
| 0.96 | 155 | 2.9% |
| 0.95 | 179 | |
| 0.94 | 119 | 2.2% |
| 0.93 | 104 | 1.9% |
| 0.92 | 95 | 1.8% |
| 0.91 | 119 | 2.2% |
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6210409335 |
| Minimum | 0 |
|---|---|
| Maximum | 1447 |
| Zeros | 5323 |
| Zeros (%) | 98.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 42.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1447 |
| Range | 1447 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 21.54688766 |
|---|---|
| Coefficient of variation (CV) | 34.69479466 |
| Kurtosis | 3831.324837 |
| Mean | 0.6210409335 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 59.13402525 |
| Sum | 3353 |
| Variance | 464.2683679 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0 | 5323 | |
| 1 | 26 | 0.5% |
| 3 | 7 | 0.1% |
| 2 | 6 | 0.1% |
| 6 | 4 | 0.1% |
| 7 | 3 | 0.1% |
| 4 | 3 | 0.1% |
| 60 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| Other values (19) | 21 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 5323 | |
| 1 | 26 | 0.5% |
| 2 | 6 | 0.1% |
| 3 | 7 | 0.1% |
| 4 | 3 | 0.1% |
| 6 | 4 | 0.1% |
| 7 | 3 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1447 | 1 | |
| 525 | 1 | |
| 236 | 1 | |
| 162 | 1 | |
| 120 | 1 | |
| 105 | 1 | |
| 96 | 1 | |
| 60 | 2 | |
| 56 | 2 | |
| 50 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4088 | |
| True | 1311 | 24.3% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 5399 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4750 | |
| True | 649 | 12.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 KiB |
| True | |
|---|---|
| False | 168 |
| Value | Count | Frequency (%) |
| True | 5231 | |
| False | 168 | 3.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 KiB |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 5397 | |
| True | 2 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| sku | national_inv | lead_time | in_transit_qty | forecast_3_month | forecast_6_month | forecast_9_month | sales_1_month | sales_3_month | sales_6_month | sales_9_month | min_bank | potential_issue | pieces_past_due | perf_6_month_avg | perf_12_month_avg | local_bo_qty | deck_risk | oe_constraint | ppap_risk | stop_auto_buy | rev_stop | went_on_backorder | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1026827 | 0 | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | -99.00 | -99.00 | 0 | No | No | No | Yes | No | No |
| 1 | 1043384 | 2 | 9.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | 0.99 | 0.99 | 0 | No | No | No | Yes | No | No |
| 2 | 1043696 | 2 | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | -99.00 | -99.00 | 0 | Yes | No | No | Yes | No | No |
| 3 | 1043852 | 7 | 8.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | No | 0 | 0.10 | 0.13 | 0 | No | No | No | Yes | No | No |
| 4 | 1044048 | 8 | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 2 | No | 0 | -99.00 | -99.00 | 0 | Yes | No | No | Yes | No | No |
| 5 | 1044198 | 13 | 8.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | 0.82 | 0.87 | 0 | No | No | No | Yes | No | No |
| 6 | 1044643 | 1095 | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | No | 0 | -99.00 | -99.00 | 0 | Yes | No | No | Yes | No | No |
| 7 | 1045098 | 6 | 2.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | 0.00 | 0.00 | 0 | Yes | No | Yes | Yes | No | No |
| 8 | 1045815 | 140 | NaN | 0 | 15 | 114 | 152 | 0 | 0 | 0 | 0 | 0 | No | 0 | -99.00 | -99.00 | 0 | No | No | No | Yes | No | No |
| 9 | 1045867 | 4 | 8.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | 0.82 | 0.87 | 0 | No | No | No | Yes | No | No |
Last rows
| sku | national_inv | lead_time | in_transit_qty | forecast_3_month | forecast_6_month | forecast_9_month | sales_1_month | sales_3_month | sales_6_month | sales_9_month | min_bank | potential_issue | pieces_past_due | perf_6_month_avg | perf_12_month_avg | local_bo_qty | deck_risk | oe_constraint | ppap_risk | stop_auto_buy | rev_stop | went_on_backorder | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5389 | 1116867 | 3 | 8.0 | 0 | 0 | 1 | 3 | 0 | 1 | 2 | 2 | 0 | No | 0 | 0.84 | 0.90 | 0 | No | No | No | Yes | No | No |
| 5390 | 1116868 | -7 | 8.0 | 0 | 56 | 96 | 112 | 13 | 30 | 56 | 76 | 0 | No | 0 | 0.97 | 0.92 | 7 | No | No | No | Yes | No | Yes |
| 5391 | 1116869 | 51 | 8.0 | 10 | 46 | 102 | 152 | 16 | 42 | 95 | 160 | 17 | No | 0 | 0.99 | 0.86 | 0 | No | No | No | Yes | No | No |
| 5392 | 1116870 | 68 | 8.0 | 0 | 175 | 325 | 407 | 51 | 120 | 401 | 588 | 42 | No | 0 | 0.77 | 0.82 | 0 | No | No | No | Yes | No | No |
| 5393 | 1116871 | 929 | 8.0 | 32 | 1761 | 3489 | 5091 | 593 | 2026 | 4134 | 6579 | 153 | No | 0 | 0.99 | 0.98 | 0 | No | No | No | Yes | No | No |
| 5394 | 1116872 | 168 | 2.0 | 2 | 0 | 0 | 0 | 16 | 57 | 108 | 184 | 559 | No | 0 | 0.93 | 0.95 | 0 | No | No | No | Yes | No | No |
| 5395 | 1116873 | 0 | 2.0 | 0 | 14 | 14 | 14 | 0 | 0 | 0 | 0 | 0 | No | 0 | 0.99 | 0.98 | 0 | Yes | No | No | Yes | No | No |
| 5396 | 1116874 | 5 | 8.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | No | 0 | 0.95 | 0.96 | 0 | No | No | No | Yes | No | No |
| 5397 | 1116875 | 18 | 9.0 | 0 | 0 | 5 | 10 | 1 | 3 | 7 | 11 | 0 | No | 0 | 0.85 | 0.83 | 0 | No | No | No | Yes | No | No |
| 5398 | 1116876 | 6 | 4.0 | 0 | 2 | 6 | 8 | 8 | 24 | 39 | 56 | 0 | No | 0 | 0.77 | 0.80 | 0 | No | No | No | Yes | No | No |